{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gym\n",
    "import numpy as np\n",
    "import sys\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "from collections import defaultdict\n",
    "\n",
    "% matplotlib inline\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_value_function(V, title):\n",
    "    \"\"\"\n",
    "    Plots the value function as a surface plot.\n",
    "    \"\"\"\n",
    "    min_x = min(k[0] for k in V.keys())\n",
    "    max_x = max(k[0] for k in V.keys())\n",
    "    min_y = min(k[1] for k in V.keys())\n",
    "    max_y = max(k[1] for k in V.keys())\n",
    "\n",
    "    x_range = np.arange(min_x, max_x + 1)\n",
    "    y_range = np.arange(min_y, max_y + 1)\n",
    "    X, Y = np.meshgrid(x_range, y_range)\n",
    "\n",
    "    Z_noace = np.apply_along_axis(lambda _: V[(_[0], _[1], False)], 2, np.dstack([X, Y]))\n",
    "    Z_ace = np.apply_along_axis(lambda _: V[(_[0], _[1], True)], 2, np.dstack([X, Y]))\n",
    "    \n",
    "    def plot_surface(X, Y, Z, title=None):\n",
    "        fig = plt.figure(figsize=(20, 10), facecolor='white')\n",
    "\n",
    "        ax = fig.add_subplot(111, projection='3d')\n",
    "        surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1,\n",
    "                               cmap=matplotlib.cm.coolwarm, vmin=-1.0, vmax=1.0)\n",
    "        ax.set_xlabel('Player sum')\n",
    "        ax.set_ylabel('Dealer showing')\n",
    "        ax.set_zlabel('Value')\n",
    "        if title: ax.set_title(title)\n",
    "        ax.view_init(ax.elev, -120)\n",
    "        ax.set_facecolor(\"white\")\n",
    "        fig.colorbar(surf)\n",
    "        plt.show()\n",
    "\n",
    "    plot_surface(X, Y, Z_noace, \"(No Usable Ace)\")\n",
    "    plot_surface(X, Y, Z_ace, \"(Usable Ace)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500000/500000pisode 24118/500000Episode 28404/500000Episode 30230/500000Episode 229407/500000Episode 239136/500000Episode 246524/500000Episode 250157/500000Episode 261906/500000Episode 271652/500000Episode 275321/500000Episode 305055/500000Episode 306642/500000Episode 309518/500000Episode 315804/500000Episode 331810/500000Episode 336363/500000Episode 338003/500000Episode 347584/500000Episode 355359/500000Episode 360230/500000Episode 364340/500000Episode 364945/500000Episode 371138/500000Episode 377533/500000Episode 404496/500000Episode 418275/500000Episode 430188/500000Episode 434453/500000Episode 446920/500000Episode 450425/500000Episode 461104/500000Episode 465029/500000Episode 471376/500000Episode 472412/500000Episode 474121/500000Episode 484152/500000Episode 491748/500000Episode 496726/500000Episode 497248/500000\r"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'plot_value_function' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-237401ac727b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     60\u001b[0m     \u001b[0mV\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mstate\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mactions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     61\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 62\u001b[1;33m \u001b[0mplot_value_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'plot_value_function' is not defined"
     ]
    }
   ],
   "source": [
    "env = gym.make(\"Blackjack-v0\")\n",
    "\n",
    "def epsilon_greddy_policy(q, epsilon, nA):\n",
    "    \n",
    "    def policy_(state):\n",
    "        A_ = np.ones(nA, dtype=float)\n",
    "        A = A_ * epsilon / nA\n",
    "        best = np.argmax(q[state])\n",
    "        A[best] += 1 - epsilon\n",
    "        return A\n",
    "    \n",
    "    return policy_\n",
    "\n",
    "def mc_firstvisit_control_epsilon_greddy(env, num_episodes=100, epsilon=0.1, \n",
    "                                         episode_endtime = 10, discount=1.0):\n",
    "    nA = env.action_space.n\n",
    "    Q = defaultdict(lambda: np.zeros(nA))\n",
    "    r_sum = defaultdict(float)\n",
    "    r_cou = defaultdict(float)\n",
    "    \n",
    "    policy = epsilon_greddy_policy(Q, epsilon, nA)\n",
    "    \n",
    "    for i in range(num_episodes):\n",
    "        # print out the episodes rate for displaying.\n",
    "        episode_rate = int(40 * i / num_episodes)\n",
    "        print(\"Episode {}/{}\".format(i+1, num_episodes), end=\"\\r\")\n",
    "        sys.stdout.flush()\n",
    "        \n",
    "        # init the episode list and state\n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "\n",
    "        # Generate an episode which including tuple(state, aciton, reward).\n",
    "        for j in range(episode_endtime):\n",
    "            # explore and explict the state-action by epsilon greddy algorithm. \n",
    "            action_prob = policy(state)\n",
    "            action = np.random.choice(np.arange(action_prob.shape[0]), p=action_prob)\n",
    "            \n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done: break\n",
    "            state = next_state\n",
    "        \n",
    "        for k, (state, actions, reward) in enumerate(episode):\n",
    "            # state action pair in tuple type\n",
    "            sa_pair = (state, action)\n",
    "            first_visit_idx = k\n",
    "            G = sum([x[2] * np.power(discount, i) for i, x in enumerate(episode[first_visit_idx:])])\n",
    "            \n",
    "            r_sum[sa_pair] += G\n",
    "            r_cou[sa_pair] += 1.0\n",
    "            Q[state][actions] = r_sum[sa_pair] / r_cou[sa_pair]\n",
    "            \n",
    "    return Q\n",
    "    \n",
    "Q = mc_firstvisit_control_epsilon_greddy(env, num_episodes=500000)\n",
    "\n",
    "V = defaultdict(float)\n",
    "for state, actions in Q.items():\n",
    "    V[state] = np.max(actions)\n",
    "\n",
    "plot_value_function(v1, title=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13af5cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x174cbc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_value_function(V, title=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
